pipeline
Classical end-to-end empirical analysis workflow in the traditional Python econometric stack — pandas + numpy + scipy + statsmodels + linearmodels + pyfixest +…
This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select research method", "plan research", or
$ npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-ideation --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/research-ideationContext preview
The summary Claude sees to decide when to auto-load this skill.
This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select research method", "plan research", or
name: research-ideation description: This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select research method", "plan research", or mentions research project initiation phase. Provides comprehensive guidance for research startup workflow from idea generation to planning. version: 0.1.0
Supports the complete workflow for the research project initiation phase, from literature review to research question definition, method selection, and research planning.
Systematically brainstorm research ideas using the 5W1H framework:
**Integration with superpowers:brainstorming**: Can invoke the superpowers:brainstorming skill for interactive brainstorming to help rapidly generate and evaluate research ideas.
Systematically search, analyze, and synthesize related literature:
Systematically identify and evaluate research gaps:
**Analysis Dimensions:**
Formulate specific research questions based on literature analysis:
Select appropriate research methods:
Develop detailed research plans:
Use the research-ideation skill in the following situations:
1. **Starting a new research project** - Have research interests but no clear research question yet 2. **Literature review** - Need to systematically understand a research field 3. **Research question formulation** - Need to transform vague ideas into specific research questions 4. **Method selection** - Need to choose appropriate research methods and technical approaches 5. **Research planning** - Need to plan research timeline and resources
Research interest → Idea brainstorming (5W1H) → Literature review → Gap analysis → Define question → Select method → Create plan
**Output Files:**
research-ideation (Research initiation)
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Experiment execution (completed by user)
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results-analysis (Results analysis)
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ml-paper-writing (Paper writing)Through the Zotero MCP server, the research-ideation workflow automates literature management:
📌 文档结构(2026-07-22 起): 本文件是中文默认入口 —— banner + badges + 信任面 + 9 阶段流水线速览 + 76 行合集总表。 每个合集的完整描述、按用途分组、精确数字、验证方法在 docs/CONTENT_ZH.md(扩展正文,总表行内的 → 直接跳转到对应锚点)。 English version: README-en.md · 中文扩展正文:docs/CONTENT_ZH.md · README-zh-CN.md 已弃用(重定向占位) 🌐 语言: English |
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